{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.6"
    },
    "colab": {
      "name": "dlib_facial_landmarks_demo.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "A00r6GxaDAKQ"
      },
      "source": [
        "# Detecting Facial Landmarks using ```dlib```\n",
        "\n",
        "+ Use 68-point facial landmark detector with ```dlib``` \n",
        "+ Use the detector to detect facial landmarks on a given image\n",
        "+ Visualize the results"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2xj1FEICDAKR"
      },
      "source": [
        "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/PacktPublishing/Hands-On-Generative-AI-with-Python-and-TensorFlow-2/blob/master/Chapter_8/dlib_facial_landmarks_demo.ipynb)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yqKVUqhqDAKS"
      },
      "source": [
        "## Import Libraries"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y2ENQFp8ErPR",
        "outputId": "6b150d34-07ce-442e-80af-3581e5f73ff2"
      },
      "source": [
        "!wget http://dlib.net/files/shape_predictor_68_face_landmarks.dat.bz2\n",
        "!bunzip2 \"shape_predictor_68_face_landmarks.dat.bz2\""
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2021-01-23 11:51:37--  http://dlib.net/files/shape_predictor_68_face_landmarks.dat.bz2\n",
            "Resolving dlib.net (dlib.net)... 107.180.26.78\n",
            "Connecting to dlib.net (dlib.net)|107.180.26.78|:80... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 64040097 (61M)\n",
            "Saving to: ‘shape_predictor_68_face_landmarks.dat.bz2’\n",
            "\n",
            "shape_predictor_68_ 100%[===================>]  61.07M  18.0MB/s    in 3.4s    \n",
            "\n",
            "2021-01-23 11:51:40 (18.0 MB/s) - ‘shape_predictor_68_face_landmarks.dat.bz2’ saved [64040097/64040097]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "do5NFsUGDAKS"
      },
      "source": [
        "import cv2 \n",
        "import numpy as np \n",
        "import dlib \n",
        "from matplotlib import pyplot as plt"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3BxyTvx6DAKS"
      },
      "source": [
        "## Instantiate 68-Point Facial Landmark Detector"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ASsehl0_DAKT"
      },
      "source": [
        "detector = dlib.get_frontal_face_detector() \n",
        "predictor = dlib.shape_predictor(\"shape_predictor_68_face_landmarks.dat\")"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cuEQh-_6DAKT"
      },
      "source": [
        "## Load a sample image"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        },
        "id": "PzbDlO4MDAKT",
        "outputId": "50b5f925-27e1-4d69-f35f-54debacfc1b0"
      },
      "source": [
        "image = cv2.imread('nicolas_ref_cc.jpg')\n",
        "plt.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n",
        "plt.axis('off');"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mLzEMqzxDAKU"
      },
      "source": [
        "## Convert to Grayscale"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        },
        "id": "LrNOhxYJDAKU",
        "outputId": "014171d9-4993-4aca-ebf8-ff9d08abe287"
      },
      "source": [
        "gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY) \n",
        "faces = detector(gray) \n",
        "\n",
        "plt.imshow(gray, cmap='gray')\n",
        "plt.axis('off');"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BzsJamJgDAKU"
      },
      "source": [
        "# Identify and Mark Coordinates for Each detected feature"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VTuUVLMmDAKV"
      },
      "source": [
        "for face in faces:  \n",
        "    x1 = face.left() \n",
        "    y1 = face.top() \n",
        "    x2 = face.right() \n",
        "    y2 = face.bottom() \n",
        "    landmarks = predictor(gray, face) \n",
        "    for n in range(0, 68): \n",
        "        x = landmarks.part(n).x \n",
        "        y = landmarks.part(n).y \n",
        "        cv2.circle(image, (x, y), 2, (255, 0, 0), -1) "
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hnjoJiB8DAKV"
      },
      "source": [
        "## Visualize Results"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        },
        "id": "FcTHseiPDAKV",
        "outputId": "c87d94a7-7d40-46e1-fb61-82d41c34e55e"
      },
      "source": [
        "plt.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n",
        "plt.axis('off');"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SbriTC3LDAKW"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}